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Home/Methodology: Jobs Estimate

How We Estimate Data Center Jobs

Every project on our map shows an estimated range of permanent operational jobs. Here's how we calculate it and where the numbers come from.

Our estimate

0.3 – 0.5 permanent operations jobs per MW of capacity

A 100 MW facility → approximately 30–50 permanent jobs

Low end (0.3 per MW): Industry staffing benchmarks show that highly automated hyperscale facilities (100+ MW) operate with as few as 20–30 permanent staff per 100 MW. Source: Broadstaff Global →

High end (0.5 per MW): Google's 500 MW Kansas City campus employs 200 permanent full-time workers (0.4 jobs/MW). Source: McKinsey →

What's included

  • Network Operations Center (NOC) technicians
  • Facility managers and engineers
  • Security staff
  • HVAC and electrical maintenance
  • On-site IT and operations support

What's NOT included

  • Construction jobs — temporary, typically 12–18 months. A single facility may employ ~1,500 workers at peak construction. (JLARC Virginia)
  • Indirect/induced jobs — the U.S. Chamber of Commerce claims 157 total “local jobs supported” per data center, but this includes multiplier effects from spending in the local economy, not direct employment.
  • Contract workers — JLARC reports roughly half of on-site staff may be contractors, not permanent employees.

Key context

Each permanent data center job requires approximately $54 million in capital investment, making data centers 168× more capital-intensive per job than traditional industries. Source: Food & Water Watch →

A 2025 investigation by Rest of World found that actual permit filings across 17 data center projects showed a combined total of just 1,547 permanent operations employees — an average of ~91 jobs per site. Source: Rest of World →

As of 2024, approximately 23,000 people held permanent data center jobs in the United States — across an industry with over 5,000 MW of capacity. Source: Food & Water Watch →

Real-world examples

FacilityCapacityPermanent JobsJobs/MWSource
Google — Kansas City500 MW2000.40McKinsey (2025) →
Microsoft — Wisconsin (2 DCs)—800—McKinsey (2025) →
Stargate — Wisconsin1,000 MW1,0001.00OpenAI announcement →
Vantage — Reno, NV~50–100 MW73~0.7–1.5Nevada Independent (2025) →
Google — Quilicura, Chile—223 (permit)—Rest of World (2025) →
Microsoft — Chile (hyperscale)—75 (permit)—Rest of World (2025) →
17 Chile projects (average)—~91 per site—Rest of World (2025) →

Sources

Broadstaff Global — Data Center Staffing Levels →

Hyperscale 100+ MW: 20–30 staff per 100 MW. Mid-size: 12 MW → 20 FTE, 40 MW → 45 FTE.

McKinsey — The Data Center Balance (2025) →

Google KC: 500 MW → 200 permanent jobs. Microsoft WI: 2 DCs → 800 permanent.

Rest of World — Permit Filings Investigation (2025) →

17 data center projects = 1,547 FTE total (~91 per site). Google Chile: 223 FTE. Microsoft Chile: 75 long-term.

JLARC — Data Centers in Virginia (December 2024) →

Typical DC: ~50 FTE (half contractors). Construction: ~1,500 workers at peak, lasting 12–18 months.

Food & Water Watch — Artificial Jobs (January 2026) →

Virginia: ~7,600 direct workers across ~5,050 MW. $54M capital per permanent job. ~23,000 DC jobs nationally.

U.S. Chamber of Commerce — Data Centers: Jobs & Opportunities →

157 local jobs per DC (includes indirect/multiplier). 1,688 construction workers during build phase.

Nevada Independent — Do Data Centers Create Few Permanent Jobs? (2025) →

Vantage Reno: 1.1M sq ft → 73 permanent jobs vs 4,000+ construction workers.

Tailwind Economics — The Hidden Cost of AI Data Centers (2026) →

$54M per permanent job = 168× more capital-intensive than traditional industry.

Disclaimer: These are estimates based on publicly available industry data and should not be treated as exact figures. Actual employment varies significantly by facility type, automation level, operator, and whether the facility is colocation, enterprise, or hyperscale. We update this methodology as new data becomes available. If you have access to facility-level employment data, contact us.